Download PDF by Lorenza Saitta,Jean-Daniel Zucker: Abstraction in Artificial Intelligence and Complex Systems

By Lorenza Saitta,Jean-Daniel Zucker

ISBN-10: 146147051X

ISBN-13: 9781461470519

ISBN-10: 1489988742

ISBN-13: 9781489988744

Abstraction is a primary mechanism underlying either human and synthetic conception, illustration of information, reasoning and studying. This mechanism performs a vital position in lots of disciplines, particularly laptop Programming, common and synthetic imaginative and prescient, complicated platforms, man made Intelligence and computing device studying, paintings, and Cognitive Sciences.

This e-book first presents the reader with an summary of the notions of abstraction proposed in quite a few disciplines via evaluating either commonalities and differences.  After discussing the characterizing homes of abstraction, a proper version, the KRA model, is gifted to trap them. This version makes the thought of abstraction simply appropriate via the advent of a collection of abstraction operators and abstraction styles, reusable throughout diverse domain names and purposes.

It is the influence of abstraction in man made Intelligence, advanced platforms and laptop studying which creates the middle of the book.  A basic framework, in response to the KRA model, is gifted, and its pragmatic energy is illustrated with 3 case reviews: Model-based prognosis, Cartographic  Generalization, and studying Hierarchical Hidden Markov Models.

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Abstraction in Artificial Intelligence and Complex Systems by Lorenza Saitta,Jean-Daniel Zucker

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